{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "903ef1da-7471-41b5-8a50-41f1a87c8d3e",
   "metadata": {},
   "source": [
    "# Interactive Example\n",
    "\n",
    "## 1. Run DeepDenoiser in terminal or use QuakeFlow API\n",
    "\n",
    "Note: Please only use the QuakeFlow API for debugging and testing on small datasets. Do not run large jobs using the QuakeFlow API. The computational cost can be high for us.\n",
    "\n",
    "```bash\n",
    "uvicorn --app-dir=deepdenoiser app:app --reload --port 8002\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "24570d41",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import obspy\n",
    "import requests\n",
    "sys.path.insert(0, os.path.abspath(\"../\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "0065f22e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# DEEPDENOISER_API_URL = \"http://127.0.0.1:8002\"\n",
    "DEEPDENOISER_API_URL = \"http://deepdenoiser.quakeflow.com\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f0a9e83",
   "metadata": {},
   "source": [
    "## 2. Prepare seismic waveforms\n",
    "\n",
    "Find more details in obspy's tutorials: \n",
    "\n",
    "[FDSN web service client for ObsPy](https://docs.obspy.org/packages/obspy.clients.fdsn.html#module-obspy.clients.fdsn)\n",
    "\n",
    "[Mass Downloader for FDSN Compliant Web Services](https://docs.obspy.org/packages/autogen/obspy.clients.fdsn.mass_downloader.html#module-obspy.clients.fdsn.mass_downloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "fac9e6f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x750 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import obspy\n",
    "stream = obspy.read()\n",
    "stream.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "dfe6a3a0-d5ab-43de-9b61-a14f4104e715",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Extract 3-component data\n",
    "stream = stream.sort()\n",
    "assert(len(stream) == 3)\n",
    "data = []\n",
    "for trace in stream:\n",
    "    data.append(trace.data)\n",
    "data = np.array(data).T\n",
    "assert(data.shape[-1] == 3)\n",
    "data_id = stream[0].get_id()[:-1]\n",
    "timestamp = stream[0].stats.starttime.datetime.strftime(\"%Y-%m-%dT%H:%M:%S.%f\")[:-3]\n",
    "\n",
    "## Add some noise\n",
    "noisy_data = data + np.random.randn(*data.shape)*np.max(data)/20"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c34b494",
   "metadata": {},
   "source": [
    "## 3. Get denoised waveforms using DeepDenoiser"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "5578ed7b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<Response [200]>\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "req = {\"id\": [data_id],\n",
    "       \"timestamp\": [timestamp],\n",
    "       \"vec\": [noisy_data.tolist()]}\n",
    "\n",
    "resp = requests.post(f'{DEEPDENOISER_API_URL}/predict', json=req)\n",
    "print(resp)\n",
    "\n",
    "denoised_data = np.array(resp.json()[\"vec\"])\n",
    "\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.subplot(331)\n",
    "plt.plot(data[:,0], 'k', linewidth=0.5, label=\"E\")\n",
    "plt.legend()\n",
    "plt.title(\"Raw signal\")\n",
    "plt.subplot(332)\n",
    "plt.plot(noisy_data[:,0], 'k', linewidth=0.5, label=\"E\")\n",
    "plt.title(\"Nosiy signal\")\n",
    "plt.subplot(333)\n",
    "plt.plot(denoised_data[0, :,0], 'k', linewidth=0.5, label=\"E\")\n",
    "plt.title(\"Denoised signal\")\n",
    "plt.subplot(334)\n",
    "plt.plot(data[:,1], 'k', linewidth=0.5, label=\"N\")\n",
    "plt.legend()\n",
    "plt.subplot(335)\n",
    "plt.plot(noisy_data[:,1], 'k', linewidth=0.5, label=\"N\")\n",
    "plt.subplot(336)\n",
    "plt.plot(denoised_data[0,:,1], 'k', linewidth=0.5, label=\"N\")\n",
    "plt.subplot(337)\n",
    "plt.plot(data[:,2], 'k', linewidth=0.5, label=\"Z\")\n",
    "plt.legend()\n",
    "plt.subplot(338)\n",
    "plt.plot(noisy_data[:,2], 'k', linewidth=0.5, label=\"Z\")\n",
    "plt.subplot(339)\n",
    "plt.plot(denoised_data[0,:,2], 'k', linewidth=0.5, label=\"Z\")\n",
    "plt.tight_layout()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f7c7f455",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "f4d5179fc222eb76bfd3dcff5bf88b43751287e77ddc0be170fe093e3076340e"
  },
  "kernelspec": {
   "display_name": "Python 3.7.10 64-bit ('base': conda)",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
